Using Digital Phenotyping to Discriminate Unipolar Depression and Bipolar Disorder: Systematic Review by Rongrong Zhong, XiaoHui Wu, Jun Chen, Yiru Fang

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Bacterial colony biopsies: Spatial discrimination of heterogeneous cell types by cytometric fingerprinting by Gorkhmaz Abbaszade, Kathrin Stückrath, Susann Müller

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Superpixel-Based Hybrid Discriminative Random Field for Fast PolSAR Image Classification by Wanying Song, Ming Li, Peng Zhang, Yan Wu, Xiaofeng Tan

“…Performance of the powerful discriminative random field (DRF) model for image processing and analysis is easily affected by the inherent speckle noise and the time-consuming iteration. …”
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Optimal Dimensionality Reduction using Conditional Variational AutoEncoder by Sana Boussam, Mathieu Carbone, Benoît Gérard, Guénaël Renault, Gabriel Zaid

“…This model is based on conditional variational autoencoder and converges towards the optimal statistical model i.e. it performs an optimal attack. …”
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Environmental enrichment in middle age rats improves spatial and object memory discrimination deficits by Magdalena Miranda, Maria Carla Navas, Maria Belen Zanoni Saad, Dinka Piromalli Girado, Noelia Weisstaub, Pedro Bekinschtein

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Application of Fischer semi discriminant analysis for speaker diarization in costa rican radio broadcasts by Roberto Sánchez Cárdenas, Marvin Coto-Jiménez

“…In this work, a first annotated dataset and analysis of speaker diarization for Costa Rican radio broadcasting is performed, using two approaches: a classic one based on k-means clustering, and the more recent Fischer Semi Discriminant. …”
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Development and Validation of Discriminative Dissolution Method for Metformin Immediate-Release Film-Coated Tablets by Ivana Mitrevska, Tina Achkoska, Katerina Brezovska, Krume Toshev, Aneta Dimitrovska, Sonja Ugarkovic

“…Different conditions such as type of dissolution medium, volume of dissolution medium, rotation speed, apparatus, and filter suitability were evaluated. …”
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Obesity and Discrimination in the Workplace: A Narrative Review and New Perspectives for Breaking out of the Negative Spiral by Keisuke Kokubun

“…Specifically, we discussed how the decline in performance due to obesity leads to worsening working conditions which further reduce performance, and how once people fall into this vicious cycle, it is difficult to break out of it because it is reinforced by stigma and there is a certain rationality in employment discrimination at the organizational level, and therefore it is possible that these people can be saved by local governments and countries taking the lead in forming a consensus on the social acceptance of obese people.…”
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Integration of Hyperspectral Imaging and Deep Learning for Discrimination of Fumigated Lilies and Prediction of Quality Indicator Contents by Pengfei Zhang, Youyou Wang, Binbin Yan, Xiufu Wang, Zihua Zhang, Sheng Wang, Jian Yang

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A Comparison of the Physical Properties Between Merino Wool and Camel Hair Through Discriminant Analysis by Carlos Iglesias Pastrana, Francisco Javier Navas González, Elena Ciani, Beatriz López de Los Santos, Juan Vicente Delgado Bermejo

“…The applicability of camel hair is still conditioned by a gap in the knowledge about this raw material, which in turn hinders its supply chain, commercial possibilities, and the value that the product reaches in the market. …”
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Discrimination of some red sea coral reef species based on hyperspectral signature field data by Mostafa A. Khaled, Ali A. Abdelsalam

“…This study utilized hyperspectral field data to assess coral biodiversity and condition in the Gemsa coastal region of the Egyptian Red Sea. …”
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Wind Turbine Static Errors Related to Yaw, Pitch or Anemometer Apparatus: Guidelines for the Diagnosis and Related Performance Assessment by Davide Astolfi, Silvia Iuliano, Antony Vasile, Marco Pasetti, Salvatore Dello Iacono, Alfredo Vaccaro

“…Despite this, and given the complex multivariate dependence of the power of wind turbines on environmental conditions and working parameters, the literature is lacking studies specifically devoted to a careful characterization of wind farm performance. …”
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Corrigendum to “Association between body condition profiles, milk production, and reproduction performance in Holstein and Normande cows” (J. Dairy Sci. 107:11621–11638) by C. Dezetter, F. Bidan, L. Delaby, F. Blanc, S. Freret, N. Bedere

“…The other 2 BCS profiles (Low-M and High-S) were intermediate in terms of milk yield and reproductive performance. In Normande, we discriminated 3 BCS profiles based on combining BCS at calving (Low: ∼2.6 points; High: ∼3.5 points) with BCS loss after calving (Flat [F]: flat with no loss; M: ∼0.5 points; or S: ∼1.0 point). …”
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Face Recognition Method for Underground Engineering Based on Dual-Target Domain Adaptation and Discriminative Feature Learning by Yongqiang Yu, Cong Guo, Lidan Fan, Jiyun Zhang, Liwei Yu, Peitao Li

“…Although various methods to improve algorithm robustness can enhance the overall model performance, the face recognition accuracy remains insufficient for the large number of blurred and NIR images generated during underground engineering. …”
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Long-term stability of silica-composite sheet for smartphone-based colorimetric sensor in discrimination of airborne formaldehyde by Nhat-Truong Truong, Phuoc-Tri Mai, Minh-Kha Nguyen, Dung Van Nguyen, Long Quang Nguyen, Tuyet-Mai Tran-Thuy

“…After mild storage at 4 °C for up to 10 weeks, the as-fabricated silica-composite sensors remain durable performance in discrimination of airborne formaldehyde sensing within 10 min of exposure. …”
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Adversarial Dual-Distortion Image Rectification: Integrating Multi-Scale Discriminators and Central Self-Attention Modules by Jingfeng Luo, Chengwan You, Bochuan Zheng

“…Existing fisheye correction methods exhibit performance degradation when processing dual-distortion images. …”
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Dynamic conditional survival nomogram for primary hepatocellular carcinoma: a population-based analysis by Junling Zhao, Jing Gao, Wei Liu, Jianye Sun

“…The CS-nomogram demonstrated strong discrimination (5-year AUC > 0.84 in both cohorts) and good calibration. …”
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Building a dynamic web calculator for individualized conditional survival estimation in brainstem ependymoma by Hua Huang, Regina Chizi Tunje, Jiajie Xia, Zhihao Yang

“…Patients diagnosed with primary brainstem EPNs between 2000 and 2021 were identified from the SEER database. CS analysis was performed to assess changes in survival probability over time. …”
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Radar Echo Extrapolation Based on Translator Coding and Decoding Conditional Generation Adversarial Network by Xingang Mou, Yuan He, Wenfeng Li, Xiao Zhou

“…In response to the shortcomings of current spatiotemporal prediction models, which frequently encounter difficulties in temporal feature extraction and the forecasting of medium to high echo intensity regions over extended sequences, this study presents a novel model for radar echo extrapolation that combines a translator encoder-decoder architecture with a spatiotemporal dual-discriminator conditional generative adversarial network (STD-TranslatorNet). …”
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Near-Surface Air Temperature Estimation Based on an Improved Conditional Generative Adversarial Network by Jiaqi Zheng, Xi Wu, Xiaojie Li, Jing Peng

“…These results indicate the superior performance of the proposed model for near-surface air temperature estimation.…”
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